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Fractional Fields and Applications

  • Serge Cohen
  • Jacques Istas

Part of the Mathématiques et Applications book series (MATHAPPLIC, volume 73)

Table of contents

  1. Front Matter
    Pages i-xii
  2. Serge Cohen, Jacques Istas
    Pages 1-4
  3. Serge Cohen, Jacques Istas
    Pages 5-53
  4. Serge Cohen, Jacques Istas
    Pages 55-94
  5. Serge Cohen, Jacques Istas
    Pages 95-156
  6. Serge Cohen, Jacques Istas
    Pages 157-190
  7. Serge Cohen, Jacques Istas
    Pages 191-221
  8. Back Matter
    Pages 223-270

About this book

Introduction

This book focuses mainly on fractional Brownian fields and their extensions. It has been used to teach graduate students at Grenoble and Toulouse's Universities. It is as self-contained as possible and contains numerous exercises, with solutions in an appendix. After a foreword by Stéphane Jaffard, a long first chapter is devoted to classical results from stochastic fields and fractal analysis. A central notion throughout this book is self-similarity, which is dealt with in a second chapter with a particular emphasis on the celebrated Gaussian self-similar fields, called fractional Brownian fields after Mandelbrot and Van Ness's seminal paper. Fundamental properties of fractional Brownian fields are then stated and proved. The second central notion of this book is the so-called local asymptotic self-similarity (in short lass), which is a local version of self-similarity, defined in the third chapter. A lengthy study is devoted to lass fields with finite variance. Among these lass fields, we find both Gaussian fields and non-Gaussian fields, called Lévy fields. The Lévy fields can be viewed as bridges between fractional Brownian fields and stable self-similar fields. A further key issue concerns the identification of fractional parameters. This is the raison d'être of the statistics chapter, where generalized quadratic variations methods are mainly used for estimating fractional parameters. Last but not least, the simulation is addressed in the last chapter. Unlike the previous issues, the simulation of fractional fields is still an area of ongoing research. The algorithms presented in this chapter are efficient but do not claim to close the debate.

Keywords

Lévy fields fractional Brownian fields self-similarity simulation statistics

Authors and affiliations

  • Serge Cohen
    • 1
  • Jacques Istas
    • 2
  1. 1.Institut de Mathématiques de ToulouseUniversité Paul SabatierToulouseFrance
  2. 2.Laboratoire Jean KuntzmannUniversité Grenoble et CNRSSaint-Martin d'HèresFrance

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-36739-7
  • Copyright Information Springer-Verlag Berlin Heidelberg 2013
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Mathematics and Statistics
  • Print ISBN 978-3-642-36738-0
  • Online ISBN 978-3-642-36739-7
  • Series Print ISSN 1154-483X
  • Buy this book on publisher's site
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